t5-small-train Open-source Summary Generation Model - Free Deployment to Generate High-quality Text Summaries

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T5 Small Train

Developed by Miranda

A fine-tuned summarization model based on t5-small, performing well on ROUGE metrics

Text Generation

Transformers

Open Source License:Apache-2.0 #Text Summarization Generation #Fine-tuning Training #Rouge Evaluation

Downloads 14

Release Time : 4/24/2022

Model Overview

This model is a fine-tuned version based on the t5-small architecture, primarily used for text summarization tasks. It demonstrates good ROUGE scores in evaluations and is suitable for applications requiring automatic text summarization.

Model Features

Efficient Summarization Generation

Optimized based on the T5 architecture, capable of quickly generating high-quality text summaries

Lightweight Model

The small version has a moderate parameter size, making it suitable for deployment in resource-limited environments

Fine-tuning Optimization

Targeted fine-tuning on the original t5-small has improved the quality of summarization generation

Model Capabilities

Text Summarization Generation

Text Compression

Key Information Extraction

Use Cases

Content Summarization

News Summarization Generation

Automatically generates concise summaries of news articles

ROUGE-1 score of 43.95, effectively capturing key information

Academic Paper Summarization

Generates concise summaries for lengthy academic papers

Business Applications

Report Auto-Summarization

Generates executive summaries for business reports

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum
3.3237	1.0	40	2.6713	34.4731	14.9731	29.4814	29.9747
2.7401	2.0	80	2.4318	38.1153	18.3492	33.4476	33.9181
2.5882	3.0	120	2.3339	41.2707	19.8571	36.2685	36.6119
2.4264	4.0	160	2.2878	42.184	20.9666	37.3488	37.6172
2.3915	5.0	200	2.2605	43.4928	21.7195	38.4917	38.8471
2.3599	6.0	240	2.2462	44.2876	22.28	38.9234	39.3673
2.3073	7.0	280	2.2398	43.9822	22.3746	38.7625	39.0964
2.3026	8.0	320	2.2367	43.9525	22.3403	38.7683	39.2056

Property	Details
Model Type	Fine - tuned version of t5 - small for summarization
Training Data	Unknown

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T5 Small Train

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